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    <title>Jev on Intelligent Artifact</title>
    <link>https://intelligentartifact.com/jev/</link>
    <description>Recent content in Jev on Intelligent Artifact</description>
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    <item>
      <title>101 Jev examples: a categorized directory</title>
      <link>https://intelligentartifact.com/jev/examples/</link>
      <pubDate>Mon, 21 Sep 2026 11:53:59 -0400</pubDate>
      <guid>https://intelligentartifact.com/jev/examples/</guid>
      <description>A browsable starting list of Jev projects: routing, guardrails, scoring, agents, data tools, and games. Leads to investigate, not tested endorsements.</description>
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      <title>Call Coach AI: Jev decisions during a live sales call</title>
      <link>https://intelligentartifact.com/jev/call-coach-ai/</link>
      <pubDate>Mon, 21 Sep 2026 11:53:59 -0400</pubDate>
      <guid>https://intelligentartifact.com/jev/call-coach-ai/</guid>
      <description>A concrete Jev integration: batched typed judgments, a deterministic playbook, and a human making the final call.</description>
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      <title>How to Build Things with Jev and OpenJevs — Sam Witteveen</title>
      <link>https://intelligentartifact.com/jev/jev-semif-local-cloud-model-router-sam-witteveen/</link>
      <pubDate>Mon, 21 Sep 2026 07:30:38 -0700</pubDate>
      <guid>https://intelligentartifact.com/jev/jev-semif-local-cloud-model-router-sam-witteveen/</guid>
      <description>Sam Witteveen builds a local model router that combines task classification, difficulty, privacy, and web-access decisions, then swaps cloud Jev for local Semif to keep the routing check on-device.</description>
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      <title>What Is Jev? The AI That Can&#39;t Talk Back — Nate B Jones</title>
      <link>https://intelligentartifact.com/jev/jev-shaped-problems-nate-b-jones/</link>
      <pubDate>Mon, 21 Sep 2026 07:00:39 -0700</pubDate>
      <guid>https://intelligentartifact.com/jev/jev-shaped-problems-nate-b-jones/</guid>
      <description>Nate B Jones defines Jev-shaped problems—complicated input, constrained decisions—and maps four ways a cheap general-purpose classifier can fit into everyday software.</description>
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      <title>Jev Is the First of a Whole New Class of AI Models — Cole Medin</title>
      <link>https://intelligentartifact.com/jev/jev-game-testing-pr-triage-model-routing-cole-medin/</link>
      <pubDate>Mon, 21 Sep 2026 06:45:16 -0700</pubDate>
      <guid>https://intelligentartifact.com/jev/jev-game-testing-pr-triage-model-routing-cole-medin/</guid>
      <description>Cole Medin tests Jev as a game controller, pull-request triage step, and model router, arguing that fast, general-purpose classification complements rather than replaces generative AI.</description>
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      <title>Open Jev Models Are Here!! — Sam Witteveen</title>
      <link>https://intelligentartifact.com/jev/open-jev-models-local-classification-sam-witteveen/</link>
      <pubDate>Sun, 20 Sep 2026 08:00:15 -0700</pubDate>
      <guid>https://intelligentartifact.com/jev/open-jev-models-local-classification-sam-witteveen/</guid>
      <description>Sam Witteveen tests seven open Jev-style projects, comparing their classification techniques, local demos, and limits—and why harder decisions still need a reasoning model.</description>
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    <item>
      <title>Jev &#43; Claude Code = The Cheapest Agentic Coding Loop Yet — Ray Amjad</title>
      <link>https://intelligentartifact.com/jev/jev-claude-code-cheap-feedback-loops-ray-amjad/</link>
      <pubDate>Fri, 18 Sep 2026 08:02:30 -0700</pubDate>
      <guid>https://intelligentartifact.com/jev/jev-claude-code-cheap-feedback-loops-ray-amjad/</guid>
      <description>Ray Amjad explores Jev as a fast screening layer for coding agents: skill selection, browser verification, comment audits, qualitative linters, and code-review triage.</description>
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    <item>
      <title>Jev: The Ultimate Classification Model? — Sam Witteveen</title>
      <link>https://intelligentartifact.com/jev/jev-classification-typed-decisions-sam-witteveen/</link>
      <pubDate>Fri, 18 Sep 2026 08:00:13 -0700</pubDate>
      <guid>https://intelligentartifact.com/jev/jev-classification-typed-decisions-sam-witteveen/</guid>
      <description>Sam Witteveen tests Jev&amp;#39;s choice, score, and yes/no decisions, explores practical classification workflows, and separates schema reliability from correctness and undisclosed architecture.</description>
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    <item>
      <title>Jev CEO: What&#39;s Next After RLHF — Diogo Almeida</title>
      <link>https://intelligentartifact.com/jev/jev-whats-next-after-rlhf/</link>
      <pubDate>Fri, 31 Jul 2026 16:30:06 -0700</pubDate>
      <guid>https://intelligentartifact.com/jev/jev-whats-next-after-rlhf/</guid>
      <description>Diogo Almeida argues that pleasing a human and running reliable software are different objectives. His case for moving beyond AI assistance—and why he says Jev&amp;#39;s approach is not simply RLVR.</description>
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